POTOČNIK, Primož ;BERLEC, Tomaž ;SLUGA, Alojz ;GOVEKAR, Edvard . Hybrid Self-Organization Based Facility Layout Planning. Strojniški vestnik - Journal of Mechanical Engineering, [S.l.], v. 60, n.12, p. 789-796, june 2018. ISSN 0039-2480. Available at: <https://www.sv-jme.eu/article/hybrid-self-organization-based-facility-layout-planning/>. Date accessed: 20 dec. 2024. doi:http://dx.doi.org/10.5545/sv-jme.2014.1748.
Potočnik, P., Berlec, T., Sluga, A., & Govekar, E. (2014). Hybrid Self-Organization Based Facility Layout Planning. Strojniški vestnik - Journal of Mechanical Engineering, 60(12), 789-796. doi:http://dx.doi.org/10.5545/sv-jme.2014.1748
@article{sv-jmesv-jme.2014.1748,
author = {Primož Potočnik and Tomaž Berlec and Alojz Sluga and Edvard Govekar},
title = {Hybrid Self-Organization Based Facility Layout Planning},
journal = {Strojniški vestnik - Journal of Mechanical Engineering},
volume = {60},
number = {12},
year = {2014},
keywords = {facility layout problem; self-organization; neural networks; hybrid method},
abstract = {A novel hybrid two-stage method of facility layout planning, based on self-organized clustering, is presented. In the first stage, a self-organizing map (SOM) is applied in order to organize the production process into production cells which encapsulate products with similar properties and similar machining requirements. In the second stage, the internal layout of each cell is optimized by an expert operator, taking into account various local restrictions, technological specifications, and methods of transportation. The method combines the advantages of both algorithmic and manual expert-based approaches to layout planning. The proposed method was applied in a real production company environment with promising results indicating a 42% reduction in intensity-length efficiency measure with respect to the current layout.},
issn = {0039-2480}, pages = {789-796}, doi = {10.5545/sv-jme.2014.1748},
url = {https://www.sv-jme.eu/article/hybrid-self-organization-based-facility-layout-planning/}
}
Potočnik, P.,Berlec, T.,Sluga, A.,Govekar, E. 2014 June 60. Hybrid Self-Organization Based Facility Layout Planning. Strojniški vestnik - Journal of Mechanical Engineering. [Online] 60:12
%A Potočnik, Primož %A Berlec, Tomaž %A Sluga, Alojz %A Govekar, Edvard %D 2014 %T Hybrid Self-Organization Based Facility Layout Planning %B 2014 %9 facility layout problem; self-organization; neural networks; hybrid method %! Hybrid Self-Organization Based Facility Layout Planning %K facility layout problem; self-organization; neural networks; hybrid method %X A novel hybrid two-stage method of facility layout planning, based on self-organized clustering, is presented. In the first stage, a self-organizing map (SOM) is applied in order to organize the production process into production cells which encapsulate products with similar properties and similar machining requirements. In the second stage, the internal layout of each cell is optimized by an expert operator, taking into account various local restrictions, technological specifications, and methods of transportation. The method combines the advantages of both algorithmic and manual expert-based approaches to layout planning. The proposed method was applied in a real production company environment with promising results indicating a 42% reduction in intensity-length efficiency measure with respect to the current layout. %U https://www.sv-jme.eu/article/hybrid-self-organization-based-facility-layout-planning/ %0 Journal Article %R 10.5545/sv-jme.2014.1748 %& 789 %P 8 %J Strojniški vestnik - Journal of Mechanical Engineering %V 60 %N 12 %@ 0039-2480 %8 2018-06-28 %7 2018-06-28
Potočnik, Primož, Tomaž Berlec, Alojz Sluga, & Edvard Govekar. "Hybrid Self-Organization Based Facility Layout Planning." Strojniški vestnik - Journal of Mechanical Engineering [Online], 60.12 (2014): 789-796. Web. 20 Dec. 2024
TY - JOUR AU - Potočnik, Primož AU - Berlec, Tomaž AU - Sluga, Alojz AU - Govekar, Edvard PY - 2014 TI - Hybrid Self-Organization Based Facility Layout Planning JF - Strojniški vestnik - Journal of Mechanical Engineering DO - 10.5545/sv-jme.2014.1748 KW - facility layout problem; self-organization; neural networks; hybrid method N2 - A novel hybrid two-stage method of facility layout planning, based on self-organized clustering, is presented. In the first stage, a self-organizing map (SOM) is applied in order to organize the production process into production cells which encapsulate products with similar properties and similar machining requirements. In the second stage, the internal layout of each cell is optimized by an expert operator, taking into account various local restrictions, technological specifications, and methods of transportation. The method combines the advantages of both algorithmic and manual expert-based approaches to layout planning. The proposed method was applied in a real production company environment with promising results indicating a 42% reduction in intensity-length efficiency measure with respect to the current layout. UR - https://www.sv-jme.eu/article/hybrid-self-organization-based-facility-layout-planning/
@article{{sv-jme}{sv-jme.2014.1748},
author = {Potočnik, P., Berlec, T., Sluga, A., Govekar, E.},
title = {Hybrid Self-Organization Based Facility Layout Planning},
journal = {Strojniški vestnik - Journal of Mechanical Engineering},
volume = {60},
number = {12},
year = {2014},
doi = {10.5545/sv-jme.2014.1748},
url = {https://www.sv-jme.eu/article/hybrid-self-organization-based-facility-layout-planning/}
}
TY - JOUR AU - Potočnik, Primož AU - Berlec, Tomaž AU - Sluga, Alojz AU - Govekar, Edvard PY - 2018/06/28 TI - Hybrid Self-Organization Based Facility Layout Planning JF - Strojniški vestnik - Journal of Mechanical Engineering; Vol 60, No 12 (2014): Strojniški vestnik - Journal of Mechanical Engineering DO - 10.5545/sv-jme.2014.1748 KW - facility layout problem, self-organization, neural networks, hybrid method N2 - A novel hybrid two-stage method of facility layout planning, based on self-organized clustering, is presented. In the first stage, a self-organizing map (SOM) is applied in order to organize the production process into production cells which encapsulate products with similar properties and similar machining requirements. In the second stage, the internal layout of each cell is optimized by an expert operator, taking into account various local restrictions, technological specifications, and methods of transportation. The method combines the advantages of both algorithmic and manual expert-based approaches to layout planning. The proposed method was applied in a real production company environment with promising results indicating a 42% reduction in intensity-length efficiency measure with respect to the current layout. UR - https://www.sv-jme.eu/article/hybrid-self-organization-based-facility-layout-planning/
Potočnik, Primož, Berlec, Tomaž, Sluga, Alojz, AND Govekar, Edvard. "Hybrid Self-Organization Based Facility Layout Planning" Strojniški vestnik - Journal of Mechanical Engineering [Online], Volume 60 Number 12 (28 June 2018)
Strojniški vestnik - Journal of Mechanical Engineering 60(2014)12, 789-796
© The Authors, CC-BY 4.0 Int. Change in copyright policy from 2022, Jan 1st.
A novel hybrid two-stage method of facility layout planning, based on self-organized clustering, is presented. In the first stage, a self-organizing map (SOM) is applied in order to organize the production process into production cells which encapsulate products with similar properties and similar machining requirements. In the second stage, the internal layout of each cell is optimized by an expert operator, taking into account various local restrictions, technological specifications, and methods of transportation. The method combines the advantages of both algorithmic and manual expert-based approaches to layout planning. The proposed method was applied in a real production company environment with promising results indicating a 42% reduction in intensity-length efficiency measure with respect to the current layout.